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Author:

Hou, Ying (Hou, Ying.) | Wu, Yilin (Wu, Yilin.) | Han, Honggui (Han, Honggui.)

Indexed by:

EI Scopus SCIE

Abstract:

Multiobjective differential evolution (DE) algorithm (MODE) has been widely used in multiobjective optimization problems. However, due to the complex feasible regions, the optimization efficiency of MODE may decrease when solving constrained multiobjective problems. It is challenging to promote the evolution of population with few feasible solutions. In this article, a multistate-constrained MODE with variable neighborhood strategy (MSCMODE-VNS) is proposed to enhance the optimization effectiveness with complex feasible regions. First, a variable neighborhood DE strategy, based on a specially designed convergence indicator, is designed to accelerate the generation of feasible solutions. Second, a multistate population updating strategy with a comprehensive solution evaluation mechanism is devised to update the population of the next generation to improve the performance of solutions. Third, the convergence analysis, based on the probability theory, is derived to verify the effectiveness of the proposed MSCMODE-VNS algorithm. Finally, experimental results indicate that MSCMODE-VNS can achieve a satisfactory performance on three benchmark test suites and two real-world-constrained multiobjective problems.

Keyword:

Evolutionary computation Linear programming multiobjective differential evolution (DE) algorithm (MODE) Vehicle routing Optimization constrained multiobjective optimization evolutionary state Statistics variable neighborhood DE strategy Comprehensive solution evaluation mechanism Convergence Sociology

Author Community:

  • [ 1 ] [Hou, Ying]Beijing Univ Technol, Fac Informat Technol, Engn Res Ctr Digital Commun, Beijing Lab Urban Mass Transit,Minist Educ, Beijing 100124, Peoples R China
  • [ 2 ] [Wu, Yilin]Beijing Univ Technol, Fac Informat Technol, Engn Res Ctr Digital Commun, Beijing Lab Urban Mass Transit,Minist Educ, Beijing 100124, Peoples R China
  • [ 3 ] [Han, Honggui]Beijing Univ Technol, Fac Informat Technol, Engn Res Ctr Intelligent Percept & Autonomous Con, Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China

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Source :

IEEE TRANSACTIONS ON CYBERNETICS

ISSN: 2168-2267

Year: 2022

Issue: 7

Volume: 53

Page: 4459-4472

1 1 . 8

JCR@2022

1 1 . 8 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:46

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 23

SCOPUS Cited Count: 23

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 8

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